{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Notebook to generate images of stratification profiles for Sandhya." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/lib/python3.4/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", " warnings.warn(self.msg_depr % (key, alt_key))\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import datetime\n", "import numpy as np\n", "import netCDF4 as nc\n", "import seaborn as sns\n", "\n", "from salishsea_tools import viz_tools\n", "\n", "import comparisons\n", "import ONC_patrols as onc\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sns.set_color_codes()\n", "sns.set_context('paper')\n", "sns.set_style('whitegrid')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bad_QC = [0,3,4,9]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "csvfile = '/ocean/nsoontie/MEOPAR/ONC/Patrols/Steveston_Patrol8_CTD_20150525T171143Z_20151005T222329Z-Corrected.csv'\n", "\n", "data = onc.load_patrol_csv(csvfile)\n", "data = onc.exclude_bad(data,['Practical Salinity Corrected QC Flag '], bad_QC)\n", "data = onc.divide_into_casts(data)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['time', 'Absolute Pressure Corrected (decibar)',\n", " 'Absolute Pressure Corrected QC Flag ', 'Conductivity Corrected (S/m)',\n", " 'Conductivity Corrected QC Flag ', 'Density Corrected (kg/m3)',\n", " 'Density Corrected QC Flag ', 'Depth Corrected (m)',\n", " 'Depth Corrected QC Flag ', 'Practical Salinity Corrected (psu)',\n", " 'Practical Salinity Corrected QC Flag ',\n", " 'Pressure Corrected (decibar)', 'Pressure Corrected QC Flag ',\n", " 'Sound Speed Corrected (m/s)', 'Sound Speed Corrected QC Flag ',\n", " 'Temperature Corrected (C)', 'Temperature Corrected QC Flag ',\n", " 'Latitude Corrected (deg)', 'Latitude Corrected QC Flag ',\n", " 'Longitude Corrected (deg)', 'Longitude Corrected QC Flag ', 'day',\n", " 'Cast'],\n", " dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "depth_all = np.linspace(0.5,150.5)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1000, 1025)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UnKeg9jVE3nxrdQtaZAwHIqp6bW1tkGVZ6xfduHGjttgekL4+UubSGrI6pPXk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\ncCAiKgL9iCV1fSX9VqEMByK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figd, axd = plt.subplots(1,1,figsize=(6,5))\n", "\n", "data_casts = data.groupby('Cast')\n", "density_alls = np.zeros((len(data_casts.groups),depth_all.shape[0]))\n", "\n", "for i,c in enumerate(data_casts.groups):\n", " cast = data_casts.get_group(c)\n", " density = np.array(cast['Density Corrected (kg/m3)'])\n", " depth = np.array(cast['Depth Corrected (m)'])\n", " \n", " density_alls[i,:] = comparisons.interpolate_depth(density, depth, depth_all)\n", " \n", " axd.plot(density, depth,'lightgray')\n", " \n", "density_alls = np.ma.masked_values(density_alls,0)\n", "mean = np.nanmean(density_alls,axis=0)\n", "\n", "axd.plot(mean, depth_all,'r',lw=2,label='mean')\n", " \n", "axd.set_ylabel('Depth [m]')\n", "axd.set_ylim([100,0])\n", "\n", "axd.set_xlabel('Density [kg/m$^3$]')\n", "axd.set_xlim([1000,1025])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "figd.savefig('StraitofGeorgia_density_ONCPatrols_2015.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial and temporal distribution of data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xc3MjKSmJVq1asXz5cpYtW8b69etp3bo1jo6O6ucIcOHCBY4dO8bGjRsJDw/n+++/V0+p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\n7v8AkEPchdX+T4IAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid_B = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "fig,axs = plt.subplots(1,2,figsize=(15,5))\n", "ax=axs[0]\n", "data.plot(x='Longitude Corrected (deg)', y='Latitude Corrected (deg)',\n", " kind='scatter',ax=ax,s=50)\n", "viz_tools.plot_coastline(ax,grid_B,coords='map')\n", "ax.set_xlim([-125,-122])\n", "ax.set_ylim([48,50.5])\n", "ax.plot(-123.15,49.25,'r*',ms=10)\n", "ax.text(-123.08,49.28,'Vancouver')\n", "ax.set_title('Spatial distribution of observations')\n", "ax.text(-123.9,49.25,'Strait of\\nGeorgia')\n", "ax.annotate('Fraser River',xy=(-123.1,49.1),xytext=(-122.8,49.15),\n", " arrowprops=dict(facecolor='black',width=2))\n", " \n", "ax=axs[1]\n", "dday=data['day']\n", "dday.groupby([dday.dt.year, dday.dt.month]).count().plot(kind=\"bar\",ax=ax)\n", "ax.set_title('Number of observation points \\n grouped by Year/Month')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Curve fit" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def rho_profile(d, rho0, drho, z0, d0,a,z1,d1):\n", " return rho0 + drho*np.tanh((d-z0)/d0) +a*d*(1+np.tanh((d-z1)/d1))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dOwZZlo2aTsq28yA4nWh7Yww73GXzFuHTexTpgVUqGA5EVPJcLhfa29sBJMt3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\noSymEBcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rho0=1016.5\n", "drho=5.7\n", "z0=3.5\n", "d0=8\n", "a=0.007\n", "z1=8\n", "d1=1\n", "axd.plot( rho_profile(depth_all,rho0, drho, z0, d0,a,z1,d1),depth_all, '--g',label='fit')\n", "axd.legend(loc=2)\n", "figd\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.4" } }, "nbformat": 4, "nbformat_minor": 0 }